{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ae12188-d69a-45c5-abaa-503d8c98872b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ddd37b01-c1d2-488b-933d-cc751cae3b53",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import expon\n",
    "from scipy.stats import norm\n",
    "from scipy import stats\n",
    "from math import radians, cos, sin, asin, sqrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7043ad0f-c1e8-4546-9790-da872121132c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "def ignore_warn(*args, **kwargs):\n",
    "    pass\n",
    "warnings.warn = ignore_warn     #忽视任何警告\n",
    "path = \"D:\\\\xin\\\\new.csv\"\n",
    "df = pd.read_csv(path, encoding='gbk', low_memory=False)    #读取文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9568ab7a-7b97-469e-9ce0-5fdbd3454873",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['url' 'id' 'Lng' 'Lat' 'Cid' 'tradeTime' 'DOM' 'followers' 'totalPrice'\n",
      " 'price' 'square' 'livingRoom' 'drawingRoom' 'kitchen' 'bathRoom' 'floor'\n",
      " 'buildingType' 'constructionTime' 'renovationCondition'\n",
      " 'buildingStructure' 'ladderRatio' 'elevator' 'fiveYearsProperty' 'subway'\n",
      " 'district' 'communityAverage']\n",
      "26\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Cid</th>\n",
       "      <th>DOM</th>\n",
       "      <th>followers</th>\n",
       "      <th>totalPrice</th>\n",
       "      <th>price</th>\n",
       "      <th>square</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>buildingType</th>\n",
       "      <th>renovationCondition</th>\n",
       "      <th>buildingStructure</th>\n",
       "      <th>ladderRatio</th>\n",
       "      <th>elevator</th>\n",
       "      <th>fiveYearsProperty</th>\n",
       "      <th>subway</th>\n",
       "      <th>district</th>\n",
       "      <th>communityAverage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>3.188510e+05</td>\n",
       "      <td>160874.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>316830.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>3.188510e+05</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318388.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>116.418459</td>\n",
       "      <td>39.949591</td>\n",
       "      <td>1.129113e+12</td>\n",
       "      <td>28.822339</td>\n",
       "      <td>16.731508</td>\n",
       "      <td>349.030201</td>\n",
       "      <td>43530.436379</td>\n",
       "      <td>83.240597</td>\n",
       "      <td>0.994599</td>\n",
       "      <td>3.009790</td>\n",
       "      <td>2.606330</td>\n",
       "      <td>4.451026</td>\n",
       "      <td>6.316486e+01</td>\n",
       "      <td>0.577055</td>\n",
       "      <td>0.645601</td>\n",
       "      <td>0.601112</td>\n",
       "      <td>6.763564</td>\n",
       "      <td>63682.446305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.112054</td>\n",
       "      <td>0.091983</td>\n",
       "      <td>2.363447e+12</td>\n",
       "      <td>50.237343</td>\n",
       "      <td>34.209185</td>\n",
       "      <td>230.780778</td>\n",
       "      <td>21709.024204</td>\n",
       "      <td>37.234661</td>\n",
       "      <td>0.109609</td>\n",
       "      <td>1.269857</td>\n",
       "      <td>1.311739</td>\n",
       "      <td>1.901753</td>\n",
       "      <td>2.506851e+04</td>\n",
       "      <td>0.494028</td>\n",
       "      <td>0.478331</td>\n",
       "      <td>0.489670</td>\n",
       "      <td>2.812616</td>\n",
       "      <td>22329.215447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>116.072514</td>\n",
       "      <td>39.627030</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10847.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>116.344985</td>\n",
       "      <td>39.893200</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>205.000000</td>\n",
       "      <td>28050.000000</td>\n",
       "      <td>57.900000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>46339.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>116.416780</td>\n",
       "      <td>39.934527</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>294.000000</td>\n",
       "      <td>38737.000000</td>\n",
       "      <td>74.260000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.330000e-01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>59015.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>116.477581</td>\n",
       "      <td>40.003018</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>425.500000</td>\n",
       "      <td>53819.500000</td>\n",
       "      <td>98.710000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000e-01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>75950.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>116.732378</td>\n",
       "      <td>40.252758</td>\n",
       "      <td>1.114620e+15</td>\n",
       "      <td>1677.000000</td>\n",
       "      <td>1143.000000</td>\n",
       "      <td>18130.000000</td>\n",
       "      <td>156250.000000</td>\n",
       "      <td>1745.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000940e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>183109.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Lng            Lat           Cid            DOM  \\\n",
       "count  318851.000000  318851.000000  3.188510e+05  160874.000000   \n",
       "mean      116.418459      39.949591  1.129113e+12      28.822339   \n",
       "std         0.112054       0.091983  2.363447e+12      50.237343   \n",
       "min       116.072514      39.627030  1.111027e+12       1.000000   \n",
       "25%       116.344985      39.893200  1.111027e+12       1.000000   \n",
       "50%       116.416780      39.934527  1.111027e+12       6.000000   \n",
       "75%       116.477581      40.003018  1.111027e+12      37.000000   \n",
       "max       116.732378      40.252758  1.114620e+15    1677.000000   \n",
       "\n",
       "           followers     totalPrice          price         square  \\\n",
       "count  318851.000000  318851.000000  318851.000000  318851.000000   \n",
       "mean       16.731508     349.030201   43530.436379      83.240597   \n",
       "std        34.209185     230.780778   21709.024204      37.234661   \n",
       "min         0.000000       0.100000       1.000000       6.900000   \n",
       "25%         0.000000     205.000000   28050.000000      57.900000   \n",
       "50%         5.000000     294.000000   38737.000000      74.260000   \n",
       "75%        18.000000     425.500000   53819.500000      98.710000   \n",
       "max      1143.000000   18130.000000  156250.000000    1745.500000   \n",
       "\n",
       "             kitchen   buildingType  renovationCondition  buildingStructure  \\\n",
       "count  318851.000000  316830.000000        318851.000000      318851.000000   \n",
       "mean        0.994599       3.009790             2.606330           4.451026   \n",
       "std         0.109609       1.269857             1.311739           1.901753   \n",
       "min         0.000000       0.048000             0.000000           0.000000   \n",
       "25%         1.000000       1.000000             1.000000           2.000000   \n",
       "50%         1.000000       4.000000             3.000000           6.000000   \n",
       "75%         1.000000       4.000000             4.000000           6.000000   \n",
       "max         4.000000       4.000000             4.000000           6.000000   \n",
       "\n",
       "        ladderRatio       elevator  fiveYearsProperty         subway  \\\n",
       "count  3.188510e+05  318819.000000      318819.000000  318819.000000   \n",
       "mean   6.316486e+01       0.577055           0.645601       0.601112   \n",
       "std    2.506851e+04       0.494028           0.478331       0.489670   \n",
       "min    0.000000e+00       0.000000           0.000000       0.000000   \n",
       "25%    2.500000e-01       0.000000           0.000000       0.000000   \n",
       "50%    3.330000e-01       1.000000           1.000000       1.000000   \n",
       "75%    5.000000e-01       1.000000           1.000000       1.000000   \n",
       "max    1.000940e+07       1.000000           1.000000       1.000000   \n",
       "\n",
       "            district  communityAverage  \n",
       "count  318851.000000     318388.000000  \n",
       "mean        6.763564      63682.446305  \n",
       "std         2.812616      22329.215447  \n",
       "min         1.000000      10847.000000  \n",
       "25%         6.000000      46339.000000  \n",
       "50%         7.000000      59015.000000  \n",
       "75%         8.000000      75950.000000  \n",
       "max        13.000000     183109.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.columns.values)\n",
    "print(len(df.columns))\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6ca2541-e3bd-42cf-b81c-a748f37c3f55",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['url' 'id' 'Lng' 'Lat' 'Cid' 'tradeTime' 'DOM' 'followers' 'totalPrice'\n",
      " 'price' 'square' 'livingRoom' 'drawingRoom' 'kitchen' 'bathRoom' 'floor'\n",
      " 'buildingType' 'constructionTime' 'renovationCondition'\n",
      " 'buildingStructure' 'ladderRatio' 'elevator' 'fiveYearsProperty' 'subway'\n",
      " 'district' 'communityAverage']\n",
      "26\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Cid</th>\n",
       "      <th>DOM</th>\n",
       "      <th>followers</th>\n",
       "      <th>totalPrice</th>\n",
       "      <th>price</th>\n",
       "      <th>square</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>buildingType</th>\n",
       "      <th>renovationCondition</th>\n",
       "      <th>buildingStructure</th>\n",
       "      <th>ladderRatio</th>\n",
       "      <th>elevator</th>\n",
       "      <th>fiveYearsProperty</th>\n",
       "      <th>subway</th>\n",
       "      <th>district</th>\n",
       "      <th>communityAverage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>3.188510e+05</td>\n",
       "      <td>160874.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>316830.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>3.188510e+05</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318819.000000</td>\n",
       "      <td>318851.000000</td>\n",
       "      <td>318388.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>116.418459</td>\n",
       "      <td>39.949591</td>\n",
       "      <td>1.129113e+12</td>\n",
       "      <td>28.822339</td>\n",
       "      <td>16.731508</td>\n",
       "      <td>349.030201</td>\n",
       "      <td>43530.436379</td>\n",
       "      <td>83.240597</td>\n",
       "      <td>0.994599</td>\n",
       "      <td>3.009790</td>\n",
       "      <td>2.606330</td>\n",
       "      <td>4.451026</td>\n",
       "      <td>6.316486e+01</td>\n",
       "      <td>0.577055</td>\n",
       "      <td>0.645601</td>\n",
       "      <td>0.601112</td>\n",
       "      <td>6.763564</td>\n",
       "      <td>63682.446305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.112054</td>\n",
       "      <td>0.091983</td>\n",
       "      <td>2.363447e+12</td>\n",
       "      <td>50.237343</td>\n",
       "      <td>34.209185</td>\n",
       "      <td>230.780778</td>\n",
       "      <td>21709.024204</td>\n",
       "      <td>37.234661</td>\n",
       "      <td>0.109609</td>\n",
       "      <td>1.269857</td>\n",
       "      <td>1.311739</td>\n",
       "      <td>1.901753</td>\n",
       "      <td>2.506851e+04</td>\n",
       "      <td>0.494028</td>\n",
       "      <td>0.478331</td>\n",
       "      <td>0.489670</td>\n",
       "      <td>2.812616</td>\n",
       "      <td>22329.215447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>116.072514</td>\n",
       "      <td>39.627030</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10847.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>116.344985</td>\n",
       "      <td>39.893200</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>205.000000</td>\n",
       "      <td>28050.000000</td>\n",
       "      <td>57.900000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>46339.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>116.416780</td>\n",
       "      <td>39.934527</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>294.000000</td>\n",
       "      <td>38737.000000</td>\n",
       "      <td>74.260000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.330000e-01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>59015.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>116.477581</td>\n",
       "      <td>40.003018</td>\n",
       "      <td>1.111027e+12</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>425.500000</td>\n",
       "      <td>53819.500000</td>\n",
       "      <td>98.710000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000e-01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>75950.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>116.732378</td>\n",
       "      <td>40.252758</td>\n",
       "      <td>1.114620e+15</td>\n",
       "      <td>1677.000000</td>\n",
       "      <td>1143.000000</td>\n",
       "      <td>18130.000000</td>\n",
       "      <td>156250.000000</td>\n",
       "      <td>1745.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000940e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>183109.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Lng            Lat           Cid            DOM  \\\n",
       "count  318851.000000  318851.000000  3.188510e+05  160874.000000   \n",
       "mean      116.418459      39.949591  1.129113e+12      28.822339   \n",
       "std         0.112054       0.091983  2.363447e+12      50.237343   \n",
       "min       116.072514      39.627030  1.111027e+12       1.000000   \n",
       "25%       116.344985      39.893200  1.111027e+12       1.000000   \n",
       "50%       116.416780      39.934527  1.111027e+12       6.000000   \n",
       "75%       116.477581      40.003018  1.111027e+12      37.000000   \n",
       "max       116.732378      40.252758  1.114620e+15    1677.000000   \n",
       "\n",
       "           followers     totalPrice          price         square  \\\n",
       "count  318851.000000  318851.000000  318851.000000  318851.000000   \n",
       "mean       16.731508     349.030201   43530.436379      83.240597   \n",
       "std        34.209185     230.780778   21709.024204      37.234661   \n",
       "min         0.000000       0.100000       1.000000       6.900000   \n",
       "25%         0.000000     205.000000   28050.000000      57.900000   \n",
       "50%         5.000000     294.000000   38737.000000      74.260000   \n",
       "75%        18.000000     425.500000   53819.500000      98.710000   \n",
       "max      1143.000000   18130.000000  156250.000000    1745.500000   \n",
       "\n",
       "             kitchen   buildingType  renovationCondition  buildingStructure  \\\n",
       "count  318851.000000  316830.000000        318851.000000      318851.000000   \n",
       "mean        0.994599       3.009790             2.606330           4.451026   \n",
       "std         0.109609       1.269857             1.311739           1.901753   \n",
       "min         0.000000       0.048000             0.000000           0.000000   \n",
       "25%         1.000000       1.000000             1.000000           2.000000   \n",
       "50%         1.000000       4.000000             3.000000           6.000000   \n",
       "75%         1.000000       4.000000             4.000000           6.000000   \n",
       "max         4.000000       4.000000             4.000000           6.000000   \n",
       "\n",
       "        ladderRatio       elevator  fiveYearsProperty         subway  \\\n",
       "count  3.188510e+05  318819.000000      318819.000000  318819.000000   \n",
       "mean   6.316486e+01       0.577055           0.645601       0.601112   \n",
       "std    2.506851e+04       0.494028           0.478331       0.489670   \n",
       "min    0.000000e+00       0.000000           0.000000       0.000000   \n",
       "25%    2.500000e-01       0.000000           0.000000       0.000000   \n",
       "50%    3.330000e-01       1.000000           1.000000       1.000000   \n",
       "75%    5.000000e-01       1.000000           1.000000       1.000000   \n",
       "max    1.000940e+07       1.000000           1.000000       1.000000   \n",
       "\n",
       "            district  communityAverage  \n",
       "count  318851.000000     318388.000000  \n",
       "mean        6.763564      63682.446305  \n",
       "std         2.812616      22329.215447  \n",
       "min         1.000000      10847.000000  \n",
       "25%         6.000000      46339.000000  \n",
       "50%         7.000000      59015.000000  \n",
       "75%         8.000000      75950.000000  \n",
       "max        13.000000     183109.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.columns.values)#查看数据列名以及初步计算数据相关信息\n",
    "print(len(df.columns))\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "57ef0d49-e3cf-466f-b4d1-d528ad9fbccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "url                         0\n",
       "id                          0\n",
       "Lng                         0\n",
       "Lat                         0\n",
       "Cid                         0\n",
       "tradeTime                   0\n",
       "DOM                    157977\n",
       "followers                   0\n",
       "totalPrice                  0\n",
       "price                       0\n",
       "square                      0\n",
       "livingRoom                  0\n",
       "drawingRoom                 0\n",
       "kitchen                     0\n",
       "bathRoom                    0\n",
       "floor                       0\n",
       "buildingType             2021\n",
       "constructionTime            0\n",
       "renovationCondition         0\n",
       "buildingStructure           0\n",
       "ladderRatio                 0\n",
       "elevator                   32\n",
       "fiveYearsProperty          32\n",
       "subway                     32\n",
       "district                    0\n",
       "communityAverage          463\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()   # 计算DataFrame（数据框）中每一列的缺失值数量 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3cd792e3-64b2-46e6-8ae2-27ed8de5096f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lng                       0\n",
       "Lat                       0\n",
       "tradeTime                 0\n",
       "followers                 0\n",
       "totalPrice                0\n",
       "price                     0\n",
       "square                    0\n",
       "livingRoom                0\n",
       "drawingRoom               0\n",
       "kitchen                   0\n",
       "bathRoom                  0\n",
       "floor                     0\n",
       "buildingType           2021\n",
       "constructionTime          0\n",
       "renovationCondition       0\n",
       "buildingStructure         0\n",
       "ladderRatio               0\n",
       "elevator                 32\n",
       "fiveYearsProperty        32\n",
       "subway                   32\n",
       "district                  0\n",
       "communityAverage        463\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df 中删除指定的列 'DOM'、'url'、'Cid' 和 'id'\n",
    "df.drop(['DOM','url','Cid','id'],axis=1,inplace=True)\n",
    "#检验\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "77880047-f5cb-437e-ab18-edb24a09e7eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tradeTime: ['2016-08-09' '2016-07-28' '2016-12-11' ... '2012-01-28' '2011-01-30'\n",
      " '2009-01-11']\n",
      "\n",
      "livingRoom: ['2' '3' '1' '4' '5' '6' '9' '0' '7' '8' '#NAME?']\n",
      "\n",
      "drawingRoom: ['1' '2' '0' '4' '3' '5' '中 14' '中 15' '中 16' '中 6' '高 14' '顶 6' '低 6'\n",
      " '低 16' '高 12' '低 15' '高 6' '底 28' '底 11' '中 24' '底 20' '中 22']\n",
      "\n",
      "bathRoom: ['1' '2' '3' '0' '4' '5' '6' '7' '2006' '2003' '1990' '2000' '1996' '2005'\n",
      " '2011' '未知' '1994' '2004']\n",
      "\n",
      "floor: ['高 26' '高 22' '中 4' '底 21' '中 6' '中 8' '高 6' '高 10' '中 23' '底 11' '底 3'\n",
      " '高 24' '低 23' '中 19' '高 18' '低 25' '中 12' '中 14' '中 30' '中 27' '中 5'\n",
      " '低 18' '底 28' '中 11' '低 9' '顶 7' '顶 27' '低 6' '中 17' '顶 6' '中 24' '中 15'\n",
      " '底 5' '中 29' '顶 19' '顶 5' '中 9' '低 22' '顶 18' '低 16' '高 13' '高 9' '高 17'\n",
      " '底 6' '中 28' '低 26' '底 15' '高 16' '底 2' '低 7' '中 13' '低 33' '底 14' '高 15'\n",
      " '底 4' '顶 11' '中 32' '顶 16' '底 18' '顶 17' '低 14' '低 10' '底 20' '高 12'\n",
      " '低 31' '低 30' '低 19' '低 12' '中 10' '中 16' '顶 20' '底 19' '中 31' '低 13'\n",
      " '底 10' '高 25' '中 21' '中 20' '高 20' '低 21' '低 24' '顶 4' '高 21' '高 7'\n",
      " '中 22' '底 1' '中 7' '底 8' '顶 15' '中 18' '高 28' '顶 14' '顶 13' '低 20' '底 26'\n",
      " '低 17' '顶 24' '底 23' '顶 3' '顶 21' '底 24' '高 30' '高 11' '底 25' '高 27'\n",
      " '底 9' '低 11' '低 28' '低 15' '顶 26' '低 34' '顶 12' '中 25' '高 8' '底 17'\n",
      " '高 32' '高 19' '底 7' '顶 28' '顶 9' '高 31' '中 26' '顶 2' '顶 8' '底 32' '中 42'\n",
      " '底 30' '低 32' '底 16' '低 3' '底 22' '高 14' '高 23' '底 27' '底 13' '低 27'\n",
      " '顶 23' '低 29' '顶 22' '高 29' '中 34' '顶 25' '高 34' '顶 10' '低 37' '底 12'\n",
      " '未知 6' '顶 32' '低 42' '顶 30' '底 33' '高 42' '低 8' '高 33' '中 33' '顶 29'\n",
      " '底 29' '未知 15' '高 37' '低 36' '低 35' '顶 34' '高 36' '中 37' '中 35' '底 31'\n",
      " '未知 12' '顶 31' '低 63' '未知 21' '底 34' '中 57' '顶 33' '钢混结构' '混合结构' '未知 11'\n",
      " '未知 7' '未知 10' '未知 18' '未知 8' '未知 14' '未知 4' '未知 5' '未知 3' '未知 27'\n",
      " '未知 25' '未知 20' '未知 26' '未知 9' '未知 22' '未知 23' '未知 16' '未知 19' '未知 28'\n",
      " '中 36' '未知 17' '未知 13' '低 2' '未知 29' '未知 24' '未知 30' '未知 31' '低 5']\n",
      "\n",
      "constructionTime: ['2005' '2004' '2008' '1960' '1997' '2009' '2006' '1991' '2001' '1990'\n",
      " '2011' '2000' '1998' '2010' '1996' '1993' '2002' '未知' '2012' '1989'\n",
      " '2003' '2007' '1994' '1984' '1992' '2014' '1985' '2013' '1999' '1979'\n",
      " '1981' '1976' '1982' '1975' '1983' '1986' '1995' '1965' '1988' '1987'\n",
      " '2015' '1955' '1980' '1978' '1958' '1970' '1956' '1977' '1964' '1963'\n",
      " '1967' '2016' '1974' '1973' '1959' '1954' '1962' '1966' '1957' '1944'\n",
      " '1972' '1971' '1953' '1968' '1961' '1950' '1952' '1933' '1969' '1' '0'\n",
      " '1906' '1934' '1914']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 检查是否为字符串类型\n",
    "for row in range(df.shape[1]):\n",
    "    if(df.iloc[:,row].dtype==\"O\"):\n",
    "        print(\"{}: {}\\n\".format(df.columns[row],df.iloc[:,row].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d54d5e4c-b2ad-4cdb-86b0-fd62c9d803ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lng                       0\n",
       "Lat                       0\n",
       "tradeTime                 0\n",
       "followers                 0\n",
       "totalPrice                0\n",
       "price                     0\n",
       "square                    0\n",
       "livingRoom                0\n",
       "drawingRoom               0\n",
       "kitchen                   0\n",
       "bathRoom                  0\n",
       "floor                     0\n",
       "buildingType           2021\n",
       "constructionTime          0\n",
       "renovationCondition       0\n",
       "buildingStructure         0\n",
       "ladderRatio               0\n",
       "elevator                 32\n",
       "fiveYearsProperty        32\n",
       "subway                   32\n",
       "district                  0\n",
       "communityAverage        463\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()#检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6cdf2d1d-58fe-4d16-bd86-2029ee19546e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>tradeTime</th>\n",
       "      <th>followers</th>\n",
       "      <th>totalPrice</th>\n",
       "      <th>price</th>\n",
       "      <th>square</th>\n",
       "      <th>livingRoom</th>\n",
       "      <th>drawingRoom</th>\n",
       "      <th>kitchen</th>\n",
       "      <th>...</th>\n",
       "      <th>ladderRatio</th>\n",
       "      <th>elevator</th>\n",
       "      <th>fiveYearsProperty</th>\n",
       "      <th>subway</th>\n",
       "      <th>district</th>\n",
       "      <th>communityAverage</th>\n",
       "      <th>distance</th>\n",
       "      <th>Age</th>\n",
       "      <th>floorType</th>\n",
       "      <th>floorHeight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>116.475489</td>\n",
       "      <td>40.019520</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>415.0</td>\n",
       "      <td>31680.0</td>\n",
       "      <td>131.00</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.217</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>56021.0</td>\n",
       "      <td>13.873607</td>\n",
       "      <td>18</td>\n",
       "      <td>high</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>116.453917</td>\n",
       "      <td>39.881534</td>\n",
       "      <td>2016</td>\n",
       "      <td>126</td>\n",
       "      <td>575.0</td>\n",
       "      <td>43436.0</td>\n",
       "      <td>132.38</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>71539.0</td>\n",
       "      <td>7.177732</td>\n",
       "      <td>19</td>\n",
       "      <td>high</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>116.561978</td>\n",
       "      <td>39.877145</td>\n",
       "      <td>2016</td>\n",
       "      <td>48</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>52021.0</td>\n",
       "      <td>198.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>48160.0</td>\n",
       "      <td>15.861144</td>\n",
       "      <td>18</td>\n",
       "      <td>middle</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>116.438010</td>\n",
       "      <td>40.076114</td>\n",
       "      <td>2016</td>\n",
       "      <td>138</td>\n",
       "      <td>297.5</td>\n",
       "      <td>22202.0</td>\n",
       "      <td>134.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.273</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>51238.0</td>\n",
       "      <td>18.331215</td>\n",
       "      <td>15</td>\n",
       "      <td>bottom</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>116.428392</td>\n",
       "      <td>39.886229</td>\n",
       "      <td>2016</td>\n",
       "      <td>286</td>\n",
       "      <td>392.0</td>\n",
       "      <td>48396.0</td>\n",
       "      <td>81.00</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>62588.0</td>\n",
       "      <td>5.121626</td>\n",
       "      <td>63</td>\n",
       "      <td>middle</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Lng        Lat  tradeTime  followers  totalPrice    price  square  \\\n",
       "0  116.475489  40.019520       2016        106       415.0  31680.0  131.00   \n",
       "1  116.453917  39.881534       2016        126       575.0  43436.0  132.38   \n",
       "2  116.561978  39.877145       2016         48      1030.0  52021.0  198.00   \n",
       "3  116.438010  40.076114       2016        138       297.5  22202.0  134.00   \n",
       "4  116.428392  39.886229       2016        286       392.0  48396.0   81.00   \n",
       "\n",
       "   livingRoom drawingRoom  kitchen  ... ladderRatio elevator  \\\n",
       "0           2           1      1.0  ...       0.217        1   \n",
       "1           2           2      1.0  ...       0.667        1   \n",
       "2           3           2      1.0  ...       0.500        1   \n",
       "3           3           1      1.0  ...       0.273        1   \n",
       "4           2           1      1.0  ...       0.333        0   \n",
       "\n",
       "  fiveYearsProperty  subway  district  communityAverage   distance  Age  \\\n",
       "0                 0       1         7           56021.0  13.873607   18   \n",
       "1                 1       0         7           71539.0   7.177732   19   \n",
       "2                 0       0         7           48160.0  15.861144   18   \n",
       "3                 0       0         6           51238.0  18.331215   15   \n",
       "4                 1       1         1           62588.0   5.121626   63   \n",
       "\n",
       "   floorType  floorHeight  \n",
       "0       high           26  \n",
       "1       high           22  \n",
       "2     middle            4  \n",
       "3     bottom           21  \n",
       "4     middle            6  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#数据预处理\n",
    "from math import radians, cos, sin, asin, sqrt\n",
    "\n",
    "def distance(lat2, lon2,lat1=39.916668,lon1=116.383331): \n",
    "    lon1 = radians(lon1) \n",
    "    lon2 = radians(lon2) \n",
    "    lat1 = radians(lat1) \n",
    "    lat2 = radians(lat2) \n",
    "       \n",
    "    # Haversine formula  \n",
    "    dlon = lon2 - lon1  \n",
    "    dlat = lat2 - lat1 \n",
    "    a = sin(dlat / 2)**2 + cos(lat1) * cos(lat2) * sin(dlon / 2)**2\n",
    "  \n",
    "    c = 2 * asin(sqrt(a))  \n",
    "    r = 6371 # 地球平均半径\n",
    "    return(c * r) \n",
    "\n",
    "df = df[df['constructionTime']!='未知']\n",
    "df['distance'] = df.apply(lambda x: distance (x['Lat'],x['Lng']),axis=1)\n",
    "\n",
    "df['constructionTime'] = df['constructionTime'].astype(int)\n",
    "df['Age'] = 2023 - df['constructionTime']\n",
    "\n",
    "df['tradeTime'] = pd.DatetimeIndex(df['tradeTime']).year\n",
    "\n",
    "lst_numeric = []\n",
    "lst_str = []\n",
    "for value in df['floor'].values:\n",
    "    value = value.split()\n",
    "    try:\n",
    "        numeric = (value[1])\n",
    "        string  = value[0]\n",
    "    except:\n",
    "        numeric = np.nan\n",
    "        string = np.nan\n",
    "    lst_numeric.append(numeric)\n",
    "    lst_str.append(string)\n",
    "\n",
    "# Replacing Chinese language words with English words.    \n",
    "lst_str_eng=[]\n",
    "for string in lst_str:\n",
    "    if string == '中':\n",
    "        lst_str_eng.append(string.replace('中','middle'))\n",
    "    elif string == '高':\n",
    "        lst_str_eng.append(string.replace('高','high'))\n",
    "    elif string == '底':\n",
    "        lst_str_eng.append(string.replace('底','bottom'))\n",
    "    elif string == '低':\n",
    "        lst_str_eng.append(string.replace('低','low'))\n",
    "    elif string == '未知':\n",
    "        lst_str_eng.append(string.replace('未知','unknown'))\n",
    "    elif string == '顶':\n",
    "        lst_str_eng.append(string.replace('顶','top'))\n",
    "#将数据按列合并\n",
    "df1 = pd.DataFrame(lst_str_eng,columns=['floorType'])\n",
    "df2 = pd.DataFrame(lst_numeric,columns=['floorHeight'])\n",
    "df = pd.concat([df,df1,df2],axis=1)\n",
    "# 删除了floorType为'unknown'的行。\n",
    "df = df[df['floorType']!='unknown']\n",
    "df.dropna(inplace=True)\n",
    "#将其数值编码转换为字符串类型，以表示不同类型的建筑。这是通过对每个数值使用replace()方法来完成的，并且inplace=True参数确保了这一转换是在原始数据框上直接进行的，而不是返回一个新的副本。\n",
    "\n",
    "df['buildingType'].replace(1,'Tower',inplace=True)\n",
    "df['buildingType'].replace(2,'Bungalow',inplace=True)\n",
    "df['buildingType'].replace(3,'Tower and Plate',inplace=True)\n",
    "df['buildingType'].replace(4,'Plate',inplace=True)\n",
    "\n",
    "\n",
    "#将数据类型转化为整型\n",
    "df['floorHeight'] = df['floorHeight'].astype(int)\n",
    "df['livingRoom'] = df['livingRoom'].astype(int)\n",
    "df['district'] = df['district'].astype(int)\n",
    "df['tradeTime'] = df['tradeTime'].astype(int)\n",
    "df['Age'] = df['Age'].astype(int)\n",
    "df['renovationCondition'] = df['renovationCondition'].astype(int)\n",
    "df['buildingStructure'] = df['buildingStructure'].astype(int)\n",
    "df['elevator'] = df['elevator'].astype(int)\n",
    "df['fiveYearsProperty'] = df['fiveYearsProperty'].astype(int)\n",
    "df['subway'] = df['subway'].astype(int)\n",
    "df['followers']  = df['followers'].astype(int)\n",
    "\n",
    "df.reset_index(inplace=True)\n",
    "df.drop(['index'],axis=1,inplace=True)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe32034c-9d2e-4ff1-8f43-2f78ea8e9736",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Lng', 'Lat', 'tradeTime', 'followers', 'totalPrice', 'price', 'square',\n",
      "       'livingRoom', 'drawingRoom', 'kitchen', 'bathRoom', 'floor',\n",
      "       'buildingType', 'constructionTime', 'renovationCondition',\n",
      "       'buildingStructure', 'ladderRatio', 'elevator', 'fiveYearsProperty',\n",
      "       'subway', 'district', 'communityAverage', 'distance', 'Age',\n",
      "       'floorType', 'floorHeight'],\n",
      "      dtype='object')\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 279107 entries, 0 to 279106\n",
      "Data columns (total 26 columns):\n",
      " #   Column               Non-Null Count   Dtype  \n",
      "---  ------               --------------   -----  \n",
      " 0   Lng                  279107 non-null  float64\n",
      " 1   Lat                  279107 non-null  float64\n",
      " 2   tradeTime            279107 non-null  int32  \n",
      " 3   followers            279107 non-null  int32  \n",
      " 4   totalPrice           279107 non-null  float64\n",
      " 5   price                279107 non-null  float64\n",
      " 6   square               279107 non-null  float64\n",
      " 7   livingRoom           279107 non-null  int32  \n",
      " 8   drawingRoom          279107 non-null  object \n",
      " 9   kitchen              279107 non-null  float64\n",
      " 10  bathRoom             279107 non-null  object \n",
      " 11  floor                279107 non-null  object \n",
      " 12  buildingType         279107 non-null  object \n",
      " 13  constructionTime     279107 non-null  float64\n",
      " 14  renovationCondition  279107 non-null  int32  \n",
      " 15  buildingStructure    279107 non-null  int32  \n",
      " 16  ladderRatio          279107 non-null  float64\n",
      " 17  elevator             279107 non-null  int32  \n",
      " 18  fiveYearsProperty    279107 non-null  int32  \n",
      " 19  subway               279107 non-null  int32  \n",
      " 20  district             279107 non-null  int32  \n",
      " 21  communityAverage     279107 non-null  float64\n",
      " 22  distance             279107 non-null  float64\n",
      " 23  Age                  279107 non-null  int32  \n",
      " 24  floorType            279107 non-null  object \n",
      " 25  floorHeight          279107 non-null  int32  \n",
      "dtypes: float64(10), int32(11), object(5)\n",
      "memory usage: 43.7+ MB\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d78974bc-6dff-4db0-b9dc-6b8795fd2f43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Latitude'),\n",
       " Text(0, 0.5, 'Longitude'),\n",
       " Text(0.5, 1.0, 'Price Distribution Distance Wise')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 房价与位置之间的关系 \n",
    "# 设置图表大小\n",
    "sns.set(rc={'figure.figsize':(10,8)})\n",
    "ax = sns.scatterplot(data=df, x=\"Lat\", y=\"Lng\", hue=\"price\",size = 'distance',legend='brief',palette=\"Blues\")\n",
    "ax.set(xlabel=\"Latitude\", ylabel = \"Longitude\",title = \"Price Distribution Distance Wise\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4b468f3f-2885-4acb-adaa-a35ff7f28b91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Districts'),\n",
       " Text(0, 0.5, 'Price'),\n",
       " Text(0.5, 1.0, 'Correlation between District and Price')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制距离与价格之间的关系的线箱图\n",
    "# 设置图表大小\n",
    "sns.set(rc={'figure.figsize':(10,8)})\n",
    "# 创建箱线图\n",
    "ax = sns.boxplot(data=df, x=\"district\", y=\"price\")\n",
    "ax.set(xlabel=\"Districts\", ylabel = \"Price\", title = \"Correlation between District and Price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "890c3941-cd65-4478-be4b-6970365c0452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Building Type'),\n",
       " Text(0, 0.5, 'Price'),\n",
       " Text(0.5, 1.0, 'Correlation between Building Type and Price')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(10,8)})\n",
    "ax = sns.boxplot(data=df, x=\"buildingType\", y=\"price\")\n",
    "ax.set(xlabel=\"Building Type\", ylabel = \"Price\",title = \"Correlation between Building Type and Price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "631b05ad-17be-476c-9ecd-b661686f2ed4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Building Type'),\n",
       " Text(0, 0.5, 'Square'),\n",
       " Text(0.5, 1.0, 'Correlation between Building Type and Square')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(10,8)})\n",
    "ax = sns.boxplot(data=df, x=\"buildingType\", y=\"square\")\n",
    "ax.set(xlabel=\"Building Type\", ylabel = \"Square\",title = \"Correlation between Building Type and Square\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ccb02e4e-5a5d-4cc8-9814-277ee8eb2fd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 279107 entries, 0 to 279106\n",
      "Data columns (total 26 columns):\n",
      " #   Column               Non-Null Count   Dtype  \n",
      "---  ------               --------------   -----  \n",
      " 0   Lng                  279107 non-null  float64\n",
      " 1   Lat                  279107 non-null  float64\n",
      " 2   tradeTime            279107 non-null  int32  \n",
      " 3   followers            279107 non-null  int32  \n",
      " 4   totalPrice           279107 non-null  float64\n",
      " 5   price                279107 non-null  float64\n",
      " 6   square               279107 non-null  float64\n",
      " 7   livingRoom           279107 non-null  int32  \n",
      " 8   drawingRoom          279107 non-null  object \n",
      " 9   kitchen              279107 non-null  float64\n",
      " 10  bathRoom             279107 non-null  object \n",
      " 11  floor                279107 non-null  object \n",
      " 12  buildingType         279107 non-null  object \n",
      " 13  constructionTime     279107 non-null  float64\n",
      " 14  renovationCondition  279107 non-null  int32  \n",
      " 15  buildingStructure    279107 non-null  int32  \n",
      " 16  ladderRatio          279107 non-null  float64\n",
      " 17  elevator             279107 non-null  int32  \n",
      " 18  fiveYearsProperty    279107 non-null  int32  \n",
      " 19  subway               279107 non-null  int32  \n",
      " 20  district             279107 non-null  int32  \n",
      " 21  communityAverage     279107 non-null  float64\n",
      " 22  distance             279107 non-null  float64\n",
      " 23  Age                  279107 non-null  int32  \n",
      " 24  floorType            279107 non-null  object \n",
      " 25  floorHeight          279107 non-null  int32  \n",
      "dtypes: float64(10), int32(11), object(5)\n",
      "memory usage: 43.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0f5c41dc-a1c7-4e04-a086-1c02e7e9b496",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Scatter Plot with Regression Line between Price and Community Average')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用Seaborn库创建一个散点图，并显示价格（price）和社区平均（communityAverage）之间的回归线\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "sns.regplot(x='price', y='communityAverage', data=df, scatter_kws={'s': 5}, line_kws={'color': 'red'})\n",
    "plt.xlabel(\"Price\")\n",
    "plt.ylabel(\"Community Average\")\n",
    "plt.title(\"Scatter Plot with Regression Line between Price and Community Average\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46a2e775-0d3b-477d-a49d-84189ac78f37",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b79a0cef-70fa-4c11-94d2-1c4ecdbaab06",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "355f7bf6-0c4d-4d23-a84b-5f72e970af1e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
